/awesome-docker-ai-lists

A curated collection of Docker AI/ML resources, tools, and use cases

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Awesome Docker AI/ML Lists

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A curated collection of Docker AI/ML resources, tools, and use cases organized in a structured format. This repository aims to provide a comprehensive reference for developers working at the intersection of containerization and artificial intelligence/machine learning.

📚 Table of Contents

Model Context Protocol

Title Description Type Link
The Model Context Protocol Simplifying Building AI apps with Anthropic Claude Desktop and Docker Blog Read
What is Model Context Protocol What MCP is and what problem it solves Blog Read
Docker Desktop Extension for MCP Exploring the Docker Desktop Extension for MCP servers Video Watch
MCP Server in Go Creating an MCP Server in Go and Serving it with Docker Blog Read
Postgres MCP Server Postgres MCP Server, Docker and Claude Desktop Blog Read
GitHub MCP Server GitHub MCP Server, Docker and Claude Desktop Blog Read

Generative AI

Title Description Type Link
GenAI Stack Getting Started with GenAI Stack powered with Docker, LangChain, Neo4j and Ollama Blog Read
New GenAI Stack Introducing a New GenAI Stack: Streamlined AI/ML Integration Made Easy Blog Read
Local LLM Messenger Chat with GenAI on Your iPhone Blog Read
Generative AI for Markdown Using Generative AI to Create Runnable Markdown Blog Read
ReadMeAI An AI-powered README Generator for Developers Blog Read
AI-Driven Code Analysis Build Your Own AI-Driven Code Analysis Chatbot for Developers with the GenAI Stack Blog Read
Llamafile with Docker A Quick Guide to Containerizing Llamafile with Docker for AI Applications Blog Read
LangChain-Powered Chat App Build and Deploy a LangChain-Powered Chat App with Docker and Streamlit Blog Read

Hugging Face Integration

Title Description Type Link
Hugging Face & Testcontainers How to Run Hugging Face Models Programmatically Using Ollama and Testcontainers Blog Read
Docker Spaces Effortlessly Build Machine Learning Apps with Hugging Face's Docker Spaces Blog Read
Partnership Docker and Hugging Face Partner to Democratize AI Blog Read

AI/ML Use Cases

Title Description Type Link
AI for Git Hooks How an AI Assistant Can Help Configure Your Project's Git Hooks Blog Read
AI-Powered Documentation Docker Documentation Gets an AI-Powered Assistant Blog Read
GitHub Copilot Extension "@docker can you help me…": An Early Look at the Docker Extension for GitHub Copilot Blog Read
MindsDB Extension Streamline the Development of Real-Time AI Applications with MindsDB Docker Extension Blog Read
AI Document Management Creating AI-Enhanced Document Management with the GenAI Stack Blog Read
AI Container Troubleshooting Better Debugging: How the Signal0ne Docker Extension Uses AI to Simplify Container Troubleshooting Blog Read
NVIDIA Partnership Docker Partners with NVIDIA to Support Building and Running AI/ML Applications Blog Read
IKEA ML Deployment How IKEA Retail Standardizes Docker Images for Efficient Machine Learning Model Deployment Blog Read

AI/ML Deployment

Project Description Type Link
SeamlessML Docker-Powered Serverless Model Orchestration Project View
ML Python Package Python Package for ML deployments Project View
Callisto An ML starter template using Docker Project View
DeepCySec AI/ML Security Solution Project View
COBE Platform Containerized Online Bandit Experimentation Platform Project View

Developer Tools

Project Description Type Link
Signal0ne Container AI Troubleshooting Project View
DockerImageAnalyzer Container Image Analysis Tool Project View
Docker Pulse Container Monitoring Solution Project View
Docker Genius AI-powered Docker Assistant Project View
Docker Copilot AI Assistance for Docker Project View
Local MLOps Monitoring MLOps Monitoring Solution Project View
Docker Image Optimizer AI-powered Image Optimization Project View

AI Assistants & Automation

Project Description Type Link
Chiral AI Chat with PRDs and Create Tickets in Record Time Project View
GitChats AI Git-based AI Chatbot Project View
ReadmeAI AI-powered README Generation Project View
RavenML Automate Business Workflows with AI and Docker Project View
P8Hub Private AI Hub Project View
QGenie AI Question Generator Project View

Healthcare Applications

Project Description Type Link
Health Square Healthcare Platform Project View
HeartFul Wellness Wellness Application Project View
Medical Image Analysis Medical Image Analysis using Docker Project View
Segment Life Saver Medical Segmentation Tool Project View
Diabetes ML Project Diabetes Prediction Model Project View

Education & Learning

Project Description Type Link
Dataficial Data Learning Platform Project View
EduSign Educational Signing Tool Project View
Coursify AI Generated Course on Any Topic with Video & Quiz Project View

NLP & Communication

Project Description Type Link
Local LLM Messenger Local LLM Messaging App Project View
Text Summarizer Text Summarization Tool Project View
Multi-document Summarizer Multi-document Summarizer as a Service Project View
ContextualConnect Pro Context-aware Communication Tool Project View
NLP Chat App NLP-based Chat Application Project View

Security & Monitoring

Project Description Type Link
Docker Log Sentiment Docker Log Sentiment Analyzer Project View
DeepCySec AI-based Cybersecurity Project View

Documentation & Knowledge Management

Project Description Type Link
Techdocs Technical Documentation Tool Project View
GitDoc AI-generated Code Documentation Project View
Code Explorer Code Exploration Tool Project View

Tutorials & Workshops

Title Description Type Link
Lab 1 Building and deploying a simple GenAI application Workshop View
Lab 2 Using Docker to containerize and deploy GenAI applications Workshop View
Lab 3 Using Neo4j to store and manage knowledge graphs Workshop View
Lab 4 Using LangChain to integrate LLMs into Gen-AI applications Workshop View
Lab 5 Using Ollama to deploy large language models Workshop View
Lab 6 Gen-AI Stack - Let's bring it together Workshop View

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

License

This project is licensed under the MIT License - see the LICENSE file for details.